Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 364 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 34.2 KiB |
| Average record size in memory | 96.4 B |
Variable types
| Numeric | 11 |
|---|---|
| Categorical | 1 |
Reproduction
| Analysis started | 2021-04-27 05:44:29.583248 |
|---|---|
| Analysis finished | 2021-04-27 05:46:35.724246 |
| Duration | 2 minutes and 6.14 seconds |
| Software version | pandas-profiling v2.11.0 |
| Download configuration | config.yaml |
| Distinct | 364 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 182.5 |
|---|---|
| Minimum | 1 |
| Maximum | 364 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 19.15 |
| Q1 | 91.75 |
| median | 182.5 |
| Q3 | 273.25 |
| 95-th percentile | 345.85 |
| Maximum | 364 |
| Range | 363 |
| Interquartile range (IQR) | 181.5 |
Descriptive statistics
| Standard deviation | 105.2219876 |
|---|---|
| Coefficient of variation (CV) | 0.576558836 |
| Kurtosis | -1.2 |
| Mean | 182.5 |
| Median Absolute Deviation (MAD) | 91 |
| Skewness | 0 |
| Sum | 66430 |
| Variance | 11071.66667 |
| Monotocity | Strictly increasing |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.3% |
| 251 | 1 | 0.3% |
| 249 | 1 | 0.3% |
| 248 | 1 | 0.3% |
| 247 | 1 | 0.3% |
| 246 | 1 | 0.3% |
| 245 | 1 | 0.3% |
| 244 | 1 | 0.3% |
| 243 | 1 | 0.3% |
| 242 | 1 | 0.3% |
| Other values (354) | 354 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 |
| Value | Count | Frequency (%) |
| 364 | 1 | |
| 363 | 1 | |
| 362 | 1 | |
| 361 | 1 | |
| 360 | 1 |
Age
Real number (ℝ≥0)
| Distinct | 73 |
|---|---|
| Distinct (%) | 20.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.91758242 |
|---|---|
| Minimum | 11 |
| Maximum | 89 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 16 |
| Q1 | 28 |
| median | 44.5 |
| Q3 | 60 |
| 95-th percentile | 75.85 |
| Maximum | 89 |
| Range | 78 |
| Interquartile range (IQR) | 32 |
Descriptive statistics
| Standard deviation | 18.78085358 |
|---|---|
| Coefficient of variation (CV) | 0.4181180859 |
| Kurtosis | -1.011961372 |
| Mean | 44.91758242 |
| Median Absolute Deviation (MAD) | 15.5 |
| Skewness | 0.1470426138 |
| Sum | 16350 |
| Variance | 352.7204614 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 65 | 18 | 4.9% |
| 35 | 16 | 4.4% |
| 57 | 15 | 4.1% |
| 60 | 13 | 3.6% |
| 28 | 13 | 3.6% |
| 27 | 12 | 3.3% |
| 24 | 11 | 3.0% |
| 55 | 11 | 3.0% |
| 30 | 10 | 2.7% |
| 38 | 10 | 2.7% |
| Other values (63) | 235 |
| Value | Count | Frequency (%) |
| 11 | 1 | 0.3% |
| 12 | 1 | 0.3% |
| 13 | 5 | |
| 14 | 7 | |
| 15 | 3 |
| Value | Count | Frequency (%) |
| 89 | 1 | 0.3% |
| 87 | 1 | 0.3% |
| 83 | 2 | 0.5% |
| 81 | 2 | 0.5% |
| 80 | 6 |
Sex
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.0 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1092 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
| Value | Count | Frequency (%) |
| 0.0 | 203 | |
| 1.0 | 161 |
| Value | Count | Frequency (%) |
| 0.0 | 203 | |
| 1.0 | 161 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 567 | |
| . | 364 | |
| 1 | 161 | 14.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 728 | |
| Other Punctuation | 364 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 567 | |
| 1 | 161 | 22.1% |
| Value | Count | Frequency (%) |
| . | 364 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1092 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 0 | 567 | |
| . | 364 | |
| 1 | 161 | 14.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1092 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 0 | 567 | |
| . | 364 | |
| 1 | 161 | 14.7% |
PCV
Real number (ℝ≥0)
| Distinct | 188 |
|---|---|
| Distinct (%) | 51.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.76291209 |
|---|---|
| Minimum | 13.1 |
| Maximum | 56.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 13.1 |
|---|---|
| 5-th percentile | 25.015 |
| Q1 | 32.9 |
| median | 36.8 |
| Q3 | 41.85 |
| 95-th percentile | 47.285 |
| Maximum | 56.9 |
| Range | 43.8 |
| Interquartile range (IQR) | 8.95 |
Descriptive statistics
| Standard deviation | 6.830834586 |
|---|---|
| Coefficient of variation (CV) | 0.1858077665 |
| Kurtosis | 0.4699496764 |
| Mean | 36.76291209 |
| Median Absolute Deviation (MAD) | 4.6 |
| Skewness | -0.3661237376 |
| Sum | 13381.7 |
| Variance | 46.66030114 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 33.1 | 7 | 1.9% |
| 32.9 | 6 | 1.6% |
| 36.8 | 5 | 1.4% |
| 33.2 | 5 | 1.4% |
| 35 | 5 | 1.4% |
| 27.4 | 4 | 1.1% |
| 39.7 | 4 | 1.1% |
| 42.3 | 4 | 1.1% |
| 43.2 | 4 | 1.1% |
| 34.8 | 4 | 1.1% |
| Other values (178) | 316 |
| Value | Count | Frequency (%) |
| 13.1 | 2 | |
| 16.6 | 1 | |
| 16.7 | 1 | |
| 17.5 | 1 | |
| 20 | 1 |
| Value | Count | Frequency (%) |
| 56.9 | 1 | 0.3% |
| 52.2 | 1 | 0.3% |
| 51.7 | 1 | 0.3% |
| 50 | 1 | 0.3% |
| 49.6 | 3 |
MCV
Real number (ℝ≥0)
| Distinct | 200 |
|---|---|
| Distinct (%) | 54.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 87.50912088 |
|---|---|
| Minimum | 55.7 |
| Maximum | 124.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 55.7 |
|---|---|
| 5-th percentile | 73.315 |
| Q1 | 83.175 |
| median | 87.95 |
| Q3 | 91.875 |
| 95-th percentile | 102.135 |
| Maximum | 124.1 |
| Range | 68.4 |
| Interquartile range (IQR) | 8.7 |
Descriptive statistics
| Standard deviation | 9.332164102 |
|---|---|
| Coefficient of variation (CV) | 0.1066421878 |
| Kurtosis | 2.663400254 |
| Mean | 87.50912088 |
| Median Absolute Deviation (MAD) | 4.45 |
| Skewness | 0.1382931144 |
| Sum | 31853.32 |
| Variance | 87.08928683 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 89.2 | 9 | 2.5% |
| 88.1 | 7 | 1.9% |
| 87.8 | 7 | 1.9% |
| 94.9 | 5 | 1.4% |
| 85.6 | 5 | 1.4% |
| 88.9 | 4 | 1.1% |
| 86 | 4 | 1.1% |
| 90.1 | 4 | 1.1% |
| 91.3 | 4 | 1.1% |
| 90.4 | 4 | 1.1% |
| Other values (190) | 311 |
| Value | Count | Frequency (%) |
| 55.7 | 1 | |
| 57.3 | 1 | |
| 58.5 | 1 | |
| 60.1 | 1 | |
| 62.1 | 1 |
| Value | Count | Frequency (%) |
| 124.1 | 1 | |
| 122.1 | 1 | |
| 119 | 2 | |
| 117.3 | 1 | |
| 113.8 | 1 |
MCH
Real number (ℝ≥0)
| Distinct | 140 |
|---|---|
| Distinct (%) | 38.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.22714286 |
|---|---|
| Minimum | 14.7 |
| Maximum | 41.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 14.7 |
|---|---|
| 5-th percentile | 21.715 |
| Q1 | 26.3 |
| median | 28.2 |
| Q3 | 30.4 |
| 95-th percentile | 34.2 |
| Maximum | 41.4 |
| Range | 26.7 |
| Interquartile range (IQR) | 4.1 |
Descriptive statistics
| Standard deviation | 3.865998148 |
|---|---|
| Coefficient of variation (CV) | 0.1369603069 |
| Kurtosis | 1.647355844 |
| Mean | 28.22714286 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.02165163326 |
| Sum | 10274.68 |
| Variance | 14.94594168 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 28.8 | 12 | 3.3% |
| 27 | 9 | 2.5% |
| 29.9 | 7 | 1.9% |
| 30.4 | 7 | 1.9% |
| 27.6 | 7 | 1.9% |
| 26.7 | 7 | 1.9% |
| 26.8 | 6 | 1.6% |
| 27.2 | 6 | 1.6% |
| 28.4 | 6 | 1.6% |
| 27.3 | 6 | 1.6% |
| Other values (130) | 291 |
| Value | Count | Frequency (%) |
| 14.7 | 1 | |
| 15.8 | 1 | |
| 17 | 1 | |
| 17.7 | 2 | |
| 18.6 | 1 |
| Value | Count | Frequency (%) |
| 41.4 | 1 | |
| 41.2 | 2 | |
| 40.1 | 1 | |
| 39.1 | 1 | |
| 38.2 | 1 |
MCHC
Real number (ℝ≥0)
| Distinct | 102 |
|---|---|
| Distinct (%) | 28.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.05340659 |
|---|---|
| Minimum | 23.6 |
| Maximum | 50.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 23.6 |
|---|---|
| 5-th percentile | 28.7 |
| Q1 | 30.3 |
| median | 31.7 |
| Q3 | 33.3 |
| 95-th percentile | 38 |
| Maximum | 50.2 |
| Range | 26.6 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.801790443 |
|---|---|
| Coefficient of variation (CV) | 0.08741006778 |
| Kurtosis | 5.441354479 |
| Mean | 32.05340659 |
| Median Absolute Deviation (MAD) | 1.5 |
| Skewness | 1.399070172 |
| Sum | 11667.44 |
| Variance | 7.850029685 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 30.3 | 10 | 2.7% |
| 32.4 | 10 | 2.7% |
| 31.3 | 9 | 2.5% |
| 33.9 | 9 | 2.5% |
| 32.1 | 9 | 2.5% |
| 30.2 | 8 | 2.2% |
| 31 | 8 | 2.2% |
| 30.6 | 7 | 1.9% |
| 31.2 | 7 | 1.9% |
| 32.6 | 7 | 1.9% |
| Other values (92) | 280 |
| Value | Count | Frequency (%) |
| 23.6 | 1 | |
| 25.5 | 1 | |
| 26.3 | 1 | |
| 26.4 | 1 | |
| 26.7 | 1 |
| Value | Count | Frequency (%) |
| 50.2 | 1 | |
| 42 | 1 | |
| 41 | 1 | |
| 40.2 | 1 | |
| 39.6 | 1 |
RDW
Real number (ℝ≥0)
| Distinct | 83 |
|---|---|
| Distinct (%) | 22.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.11651099 |
|---|---|
| Minimum | 10.6 |
| Maximum | 29.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 10.6 |
|---|---|
| 5-th percentile | 12.7 |
| Q1 | 13.6 |
| median | 14.8 |
| Q3 | 16.1 |
| 95-th percentile | 18.585 |
| Maximum | 29.2 |
| Range | 18.6 |
| Interquartile range (IQR) | 2.5 |
Descriptive statistics
| Standard deviation | 2.176557337 |
|---|---|
| Coefficient of variation (CV) | 0.1439854302 |
| Kurtosis | 7.457132928 |
| Mean | 15.11651099 |
| Median Absolute Deviation (MAD) | 1.2 |
| Skewness | 1.960530992 |
| Sum | 5502.41 |
| Variance | 4.737401843 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 13.1 | 12 | 3.3% |
| 13.3 | 11 | 3.0% |
| 16.1 | 11 | 3.0% |
| 13.6 | 11 | 3.0% |
| 14.2 | 10 | 2.7% |
| 13.9 | 10 | 2.7% |
| 12.9 | 10 | 2.7% |
| 14.9 | 10 | 2.7% |
| 14.7 | 10 | 2.7% |
| 14.6 | 9 | 2.5% |
| Other values (73) | 260 |
| Value | Count | Frequency (%) |
| 10.6 | 1 | |
| 11.3 | 1 | |
| 11.4 | 1 | |
| 11.8 | 1 | |
| 12.1 | 1 |
| Value | Count | Frequency (%) |
| 29.2 | 1 | |
| 25 | 2 | |
| 24.6 | 1 | |
| 22.5 | 1 | |
| 21.3 | 2 |
TLC
Real number (ℝ≥0)
| Distinct | 237 |
|---|---|
| Distinct (%) | 65.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.863571429 |
|---|---|
| Minimum | 2 |
| Maximum | 42.42 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 4.2 |
| Q1 | 5.9 |
| median | 7.935 |
| Q3 | 10.205 |
| 95-th percentile | 16.8625 |
| Maximum | 42.42 |
| Range | 40.42 |
| Interquartile range (IQR) | 4.305 |
Descriptive statistics
| Standard deviation | 4.868502227 |
|---|---|
| Coefficient of variation (CV) | 0.5492709418 |
| Kurtosis | 14.0015884 |
| Mean | 8.863571429 |
| Median Absolute Deviation (MAD) | 2.065 |
| Skewness | 2.941297674 |
| Sum | 3226.34 |
| Variance | 23.70231393 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 8.4 | 6 | 1.6% |
| 7.6 | 5 | 1.4% |
| 4.5 | 5 | 1.4% |
| 6.3 | 5 | 1.4% |
| 9.2 | 5 | 1.4% |
| 8.1 | 4 | 1.1% |
| 6.7 | 4 | 1.1% |
| 4.7 | 4 | 1.1% |
| 9.1 | 4 | 1.1% |
| 6.2 | 4 | 1.1% |
| Other values (227) | 318 |
| Value | Count | Frequency (%) |
| 2 | 1 | |
| 2.4 | 1 | |
| 2.6 | 2 | |
| 2.88 | 2 | |
| 3 | 1 |
| Value | Count | Frequency (%) |
| 42.42 | 1 | |
| 41.9 | 1 | |
| 32.72 | 1 | |
| 28.03 | 1 | |
| 26.95 | 1 |
PLT/mm3
Real number (ℝ≥0)
| Distinct | 208 |
|---|---|
| Distinct (%) | 57.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 223.7508242 |
|---|---|
| Minimum | 10 |
| Maximum | 660 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 90 |
| Q1 | 153 |
| median | 210 |
| Q3 | 268.25 |
| 95-th percentile | 414.45 |
| Maximum | 660 |
| Range | 650 |
| Interquartile range (IQR) | 115.25 |
Descriptive statistics
| Standard deviation | 99.40715299 |
|---|---|
| Coefficient of variation (CV) | 0.4442761422 |
| Kurtosis | 1.636288181 |
| Mean | 223.7508242 |
| Median Absolute Deviation (MAD) | 57 |
| Skewness | 0.9965530766 |
| Sum | 81445.3 |
| Variance | 9881.782065 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 150 | 15 | 4.1% |
| 140 | 8 | 2.2% |
| 153 | 7 | 1.9% |
| 152 | 6 | 1.6% |
| 151 | 5 | 1.4% |
| 222 | 5 | 1.4% |
| 233 | 5 | 1.4% |
| 158 | 4 | 1.1% |
| 188 | 4 | 1.1% |
| 90 | 4 | 1.1% |
| Other values (198) | 301 |
| Value | Count | Frequency (%) |
| 10 | 1 | |
| 24 | 1 | |
| 32 | 2 | |
| 35 | 1 | |
| 36 | 1 |
| Value | Count | Frequency (%) |
| 660 | 1 | |
| 589 | 1 | |
| 534 | 2 | |
| 532 | 1 | |
| 510 | 1 |
HGB
Real number (ℝ≥0)
| Distinct | 84 |
|---|---|
| Distinct (%) | 23.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.90769231 |
|---|---|
| Minimum | 4.2 |
| Maximum | 19.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 4.2 |
|---|---|
| 5-th percentile | 8.1 |
| Q1 | 10.6 |
| median | 12.1 |
| Q3 | 13.4 |
| 95-th percentile | 15.085 |
| Maximum | 19.6 |
| Range | 15.4 |
| Interquartile range (IQR) | 2.8 |
Descriptive statistics
| Standard deviation | 2.186685519 |
|---|---|
| Coefficient of variation (CV) | 0.1836363808 |
| Kurtosis | 0.7180330655 |
| Mean | 11.90769231 |
| Median Absolute Deviation (MAD) | 1.35 |
| Skewness | -0.4887965063 |
| Sum | 4334.4 |
| Variance | 4.781593558 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 13.4 | 12 | 3.3% |
| 11.2 | 11 | 3.0% |
| 13.1 | 11 | 3.0% |
| 11.3 | 10 | 2.7% |
| 12.9 | 10 | 2.7% |
| 11 | 9 | 2.5% |
| 13.9 | 9 | 2.5% |
| 12 | 9 | 2.5% |
| 11.9 | 9 | 2.5% |
| 12.7 | 8 | 2.2% |
| Other values (74) | 266 |
| Value | Count | Frequency (%) |
| 4.2 | 2 | |
| 5 | 1 | |
| 5.2 | 1 | |
| 6.1 | 1 | |
| 6.9 | 2 |
| Value | Count | Frequency (%) |
| 19.6 | 1 | 0.3% |
| 16.2 | 1 | 0.3% |
| 16 | 2 | |
| 15.9 | 3 | |
| 15.6 | 3 |
RBC
Real number (ℝ≥0)
| Distinct | 195 |
|---|---|
| Distinct (%) | 53.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.278736264 |
|---|---|
| Minimum | 1.36 |
| Maximum | 6.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 1.36 |
|---|---|
| 5-th percentile | 2.8975 |
| Q1 | 3.78 |
| median | 4.335 |
| Q3 | 4.8 |
| 95-th percentile | 5.547 |
| Maximum | 6.9 |
| Range | 5.54 |
| Interquartile range (IQR) | 1.02 |
Descriptive statistics
| Standard deviation | 0.8201663116 |
|---|---|
| Coefficient of variation (CV) | 0.1916842406 |
| Kurtosis | 0.7949632884 |
| Mean | 4.278736264 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | -0.3284202011 |
| Sum | 1557.46 |
| Variance | 0.6726727787 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.47 | 6 | 1.6% |
| 4.1 | 6 | 1.6% |
| 4.86 | 5 | 1.4% |
| 4.33 | 5 | 1.4% |
| 4.61 | 4 | 1.1% |
| 4.12 | 4 | 1.1% |
| 4.54 | 4 | 1.1% |
| 4.65 | 4 | 1.1% |
| 3.51 | 4 | 1.1% |
| 3.96 | 4 | 1.1% |
| Other values (185) | 318 |
| Value | Count | Frequency (%) |
| 1.36 | 1 | |
| 1.91 | 2 | |
| 1.92 | 1 | |
| 1.96 | 1 | |
| 2.17 | 1 |
| Value | Count | Frequency (%) |
| 6.9 | 1 | |
| 6.6 | 1 | |
| 6.58 | 1 | |
| 6.05 | 2 | |
| 5.94 | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| df_index | Age | Sex | PCV | MCV | MCH | MCHC | RDW | TLC | PLT/mm3 | HGB | RBC | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 28.0 | 0.0 | 34 | 60.1 | 17 | 28.2 | 20 | 11.1 | 128.3 | 9.6 | 5.66 |
| 1 | 2 | 41.0 | 0.0 | 44.5 | 93.1 | 28.9 | 31.0 | 13 | 7.02 | 419 | 13.8 | 4.78 |
| 2 | 3 | 40.0 | 1.0 | 41.6 | 89.5 | 28.8 | 32.2 | 13 | 8.09 | 325 | 13.4 | 4.65 |
| 3 | 4 | 76.0 | 0.0 | 36.7 | 86.6 | 26.7 | 30.8 | 14.9 | 13.41 | 264 | 11.3 | 4.24 |
| 4 | 5 | 20.0 | 1.0 | 36.9 | 89.1 | 27.8 | 31.2 | 13.2 | 4.75 | 196 | 11.5 | 4.14 |
| 5 | 6 | 24.0 | 0.0 | 40.1 | 93.5 | 29.6 | 31.7 | 14.5 | 13.96 | 233 | 12.7 | 4.29 |
| 6 | 7 | 28.0 | 1.0 | 42.3 | 84.9 | 24.9 | 29.3 | 16.2 | 9.33 | 213 | 12.4 | 4.98 |
| 7 | 8 | 14.0 | 0.0 | 43.8 | 88.1 | 28 | 31.7 | 15.2 | 3.92 | 229 | 13.9 | 4.97 |
| 8 | 9 | 16.0 | 0.0 | 38.7 | 93 | 28.8 | 31.0 | 17.9 | 5.77 | 211 | 12 | 4.16 |
| 9 | 10 | 62.0 | 0.0 | 45.6 | 86.9 | 25.3 | 29.2 | 15.6 | 10.68 | 151 | 13.3 | 5.25 |
Last rows
| df_index | Age | Sex | PCV | MCV | MCH | MCHC | RDW | TLC | PLT/mm3 | HGB | RBC | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 354 | 355 | 46.0 | 0.0 | 42.9 | 90.1 | 30.2 | 33.5 | 13.1 | 7.2 | 244 | 14.4 | 4.76 |
| 355 | 356 | 25.0 | 1.0 | 37.5 | 93.7 | 32.3 | 34.5 | 17.4 | 6.7 | 312 | 12.9 | 4 |
| 356 | 357 | 24.0 | 0.0 | 35.7 | 76.6 | 26.2 | 34.1 | 13.7 | 8.7 | 266 | 12.2 | 4.66 |
| 357 | 358 | 28.0 | 0.0 | 30.7 | 89.7 | 28.7 | 32.0 | 19 | 7.7 | 457 | 9.8 | 3.42 |
| 358 | 359 | 22.0 | 0.0 | 29.1 | 62.6 | 20.4 | 32.6 | 17 | 6.7 | 200 | 9.5 | 4.65 |
| 359 | 360 | 17.0 | 0.0 | 39.2 | 80.7 | 27.7 | 34.4 | 13.4 | 4.4 | 180 | 13.5 | 4.86 |
| 360 | 361 | 51.0 | 0.0 | 35.2 | 91.7 | 31 | 33.8 | 13.3 | 5.6 | 215 | 15 | 4.85 |
| 361 | 362 | 21.0 | 1.0 | 39.7 | 88.7 | 29.3 | 33.0 | 13.5 | 9.2 | 329 | 13.1 | 4.47 |
| 362 | 363 | 35.0 | 1.0 | 36.2 | 86.7 | 27.9 | 32.1 | 13.5 | 6.48 | 174 | 13.2 | 4.75 |
| 363 | 364 | 26.0 | 0.0 | 44.4 | 89.7 | 30.6 | 34.2 | 12.3 | 8.8 | 279 | 15.2 | 4.95 |